{"id":"W4411328728","doi":"10.1097/sla.0000000000006791","title":"Global Variations in Patterns of Care for Retroperitoneal Sarcoma","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Mount Sinai Hospital","funders":"","keywords":"Medicine; Leiomyosarcoma; Liposarcoma; Radiation therapy; Sarcoma; Soft tissue sarcoma; Interquartile range; Biopsy; Perioperative; Chemotherapy; Trabectedin; Surgery; Radiology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001618298,0.0001294941,0.0002748016,0.001472719,0.0002145013,0.0006276999,0.0005584073,0.0002674741,0.002512751],"category_scores_gemma":[0.009040335,0.0001689201,0.0003712955,0.003214573,0.0005259248,0.0005815643,0.001090857,0.0004236394,0.0003828928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009639487,"about_ca_system_score_gemma":0.001004023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005706562,"about_ca_topic_score_gemma":0.0102053,"domain_scores_codex":[0.9970606,0.0007653284,0.0004959402,0.0008557456,0.0004683285,0.0003540566],"domain_scores_gemma":[0.9890126,0.001929999,0.006603768,0.0005547888,0.001106994,0.0007919252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005787583,0.000009507254,0.9850413,0.000145468,0.00009710679,0.00008118027,0.0004595378,0.0001994793,0.0003941739,0.0001825619,0.001072455,0.01225929],"study_design_scores_gemma":[0.000003457109,0.00003610921,0.9961577,0.0001185828,0.00001969521,0.0004939299,0.000853873,0.0001322925,0.000108837,0.00008387231,0.001982016,0.000009827446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830616,0.006108701,0.001108387,0.001911254,0.00004743073,0.00004434255,0.004457633,0.00006160506,0.003198977],"genre_scores_gemma":[0.9967903,0.001085836,0.0004087297,0.0002344172,0.00002168033,0.00002418341,0.001240586,0.00002187132,0.0001724097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005706562,"threshold_uncertainty_score":0.01134664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199487966587277,"score_gpt":0.3751975413439381,"score_spread":0.2552487446852103,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}